
Constellation²
6.5K posts

Constellation²
@Conste11ation
Powering verified data automation for the AI era $DAG


I put 48 million tokens through Claude in the last hour. You hit your limit before lunch. This is my own Gate AI dashboard, past week: 358.97M tokens across Claude, GPT-5.5, and Grok. 7,109 messages. Total spend: $57.23. One gateway, every model in one place, prompts compressed before they hit the meter, every call screened and fingerprinted on-chain. Running out of tokens is a single-provider problem. Bookmark this for the day your model cuts you off. And reply with your monthly AI bill: if it's over $57, I'll tell you what's eating it.

Automation, efficiency, and transparency are three different things. Speed without a shared way to see, secure, and prove what your AI is doing isn't efficiency. It's the wrong outcome at scale. On what closes the gap across every AI client you run: constellationgate.ai/blog/faster-is…

Automation, efficiency, and transparency are three different things. Speed without a shared way to see, secure, and prove what your AI is doing isn't efficiency. It's the wrong outcome at scale. On what closes the gap across every AI client you run: constellationgate.ai/blog/faster-is…




AI Contract Negotiation- Procurement/Sourcing For AI-assisted contract negotiation the magic bullet could look like this: AI contract negotiation involves sensitive documents, vendor terms, pricing clauses, usage commitments, renewal provisions, liability language, and confidential business data. That creates several risks: The AI may leak confidential contract data. A malicious document could contain prompt injection. The company may need proof of how AI was used. Legal and procurement teams need defensible audit trails. Finance teams need evidence when disputing vendor charges. Usage-based pricing must be reconciled against actual consumption. Gate AI can help secure the AI negotiation workflow by scanning model inputs and outputs, while TEMTRACE can help connect the negotiation back to verified spend, invoices, vendor activity, and compliance records and bill payment execution. Example workflow: A procurement team uploads a SaaS contract for AI review. Gate AI scans the contract and blocks hidden prompt-injection attempts. Gate AI redacts sensitive data if needed. The AI summarizes risks around usage-based pricing, overages, renewal terms, and data usage. TEMTRACE provides verified spend history and vendor cost data. The company negotiates based on actual usage evidence. The final decision trail is notarized and auditable. @conste11ation @_GateAI $DAG







Morning @Conste11ation community! My first interview with the CEO of AIAI Holdings, Todd Furniss. We covered a lot of groundwork! No filter implemented and no prep time was need. Just a natural flow.

